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> ## palette MM Likert outcome using only white respondents
> ##
> ## August 5, 2019
> ##
> ## Kevin Quinn
> ## University of Michigan
> ##
> 
> library(MCMCpack)
Loading required package: coda
Loading required package: MASS
##
## Markov Chain Monte Carlo Package (MCMCpack)
## Copyright (C) 2003-2019 Andrew D. Martin, Kevin M. Quinn, and Jong Hee Park
##
## Support provided by the U.S. National Science Foundation
## (Grants SES-0350646 and SES-0350613)
##
> set.seed(582290)
> 
> mydata <- read.csv("../ScaleRaceSpring2017clean.csv")
> 
> ## subset data
> mydata <- mydata[mydata$R.race == "White",]
> mydata <- mydata[!is.na(mydata$R.race),]
> 
> 
> ## keep responses and photo IDs but nothing else
> inds <- 1:24
> keep.vars <- c(paste("X", inds, "_Q329", sep=""),
+                paste("X", inds, "a.id", sep=""))
> 
> mydata.sub <- mydata[, keep.vars]
> 
> 
> ## reshape into long format
> mydata.sub.long <- reshape(mydata.sub, direction="long",
+                            varying=list(c(1:24), c(25:48)),
+                            v.names=c("Y", "photoID"),
+                            ids=rownames(mydata.sub))
> 
> ## keep only obs with non-missing values for MM
> mydata.sub.long <- na.omit(mydata.sub.long)
> 
> mydata.sub.long <- mydata.sub.long[sample(1:nrow(mydata.sub.long),
+                                           size=1000, replace=FALSE),]
> 
> 
> cat("\n\nN =", nrow(mydata.sub.long), "\n\n") 


N = 1000 

> 
> 
> b3.M2.out <- MCMCoprobit(Y ~ as.factor(photoID), data=mydata.sub.long,
+                          burnin=50000, mcmc=1000000, thin=50, tune=0.06,
+                          verbose=10000, seed=777383
+                          )


MCMCoprobit iteration 1 of 1050000 
beta = 
   5.60847
   0.00132
   3.54613
  -1.12388
   1.27444
   1.56681
  -0.03161
  -1.62163
   1.04990
   1.06803
  -0.86427
   1.38674
  -1.17387
  -0.67333
   0.51949
   1.25154
   1.08755
  -1.44876
  -0.49509
  -0.98569
   0.10199
   1.14059
   2.52247
   0.23220
  -4.71316
  -3.91869
  -4.90789
  -4.56414
  -2.68610
  -3.83893
  -5.50103
  -4.46699
  -5.64349
  -5.62810
  -4.72492
  -5.48742
  -5.80369
  -5.37768
  -5.23213
  -5.34511
  -3.72208
  -5.25617
  -4.83454
  -3.69945
  -5.90035
  -4.60269
  -2.81684
  -4.83401
Metropolis acceptance rate for gamma = 0.00000



MCMCoprobit iteration 10001 of 1050000 
beta = 
   4.89548
   0.19656
   3.66454
  -1.17225
   1.22424
   1.47154
   0.56049
  -1.35211
   0.92913
   1.35832
  -0.33310
   1.00662
  -0.82986
  -0.00059
   0.61368
   1.41858
   1.03468
  -0.86304
  -0.25898
  -0.60858
   0.51858
   1.00129
   1.88619
  -0.10371
  -4.17661
  -3.47698
  -4.43587
  -3.94634
  -2.00260
  -3.14408
  -4.80436
  -3.92232
  -4.72465
  -4.65635
  -4.15326
  -4.65777
  -4.99213
  -4.81106
  -4.39573
  -5.05113
  -3.37845
  -4.35662
  -4.67621
  -3.01351
  -4.92858
  -3.83908
  -2.76593
  -4.56712
Metropolis acceptance rate for gamma = 0.25727



MCMCoprobit iteration 20001 of 1050000 
beta = 
   4.70777
   0.35620
   3.69575
  -0.32110
   1.39937
   2.34196
   1.09081
  -0.87871
   1.68075
   2.22884
  -0.38599
   1.80642
  -0.72861
   0.70116
   1.16545
   1.56018
   1.42990
  -0.78254
  -0.29106
  -0.26148
   0.66200
   1.20544
   2.60674
   0.80143
  -4.26915
  -3.11358
  -3.76188
  -3.77428
  -2.25855
  -2.92399
  -4.23109
  -4.19337
  -4.50099
  -4.55291
  -3.86062
  -4.32730
  -5.14107
  -4.78272
  -3.72745
  -4.90948
  -2.96209
  -4.48808
  -4.21370
  -3.02223
  -5.12288
  -4.13206
  -2.58825
  -4.38647
Metropolis acceptance rate for gamma = 0.25589



MCMCoprobit iteration 30001 of 1050000 
beta = 
   4.49792
   0.22968
   4.15114
  -0.23340
   1.83488
   2.40830
   0.91718
  -0.22356
   1.67123
   2.10456
   0.26342
   1.64624
  -0.12373
   0.69031
   1.35456
   1.89876
   1.64578
  -0.58471
   0.08633
  -0.21785
   0.81428
   1.65894
   2.80025
   0.68646
  -3.87870
  -3.28332
  -3.59496
  -3.89340
  -1.60755
  -2.65528
  -4.63875
  -3.67533
  -4.33553
  -4.57003
  -4.30109
  -4.37481
  -5.31003
  -4.73714
  -4.02793
  -4.79036
  -2.99156
  -4.46719
  -4.08618
  -2.50738
  -3.96883
  -3.69618
  -1.91983
  -3.79381
Metropolis acceptance rate for gamma = 0.25572



MCMCoprobit iteration 40001 of 1050000 
beta = 
   4.50331
   1.22006
   4.60889
  -0.19259
   1.57554
   2.38419
   0.56315
  -0.17475
   1.68300
   1.96739
   0.22119
   1.84631
  -0.23312
   0.61646
   1.29230
   2.15355
   1.70723
  -0.24578
   0.54932
   0.21989
   0.74701
   2.09535
   2.71593
   1.17531
  -3.68224
  -2.96267
  -3.68444
  -3.92131
  -0.84941
  -2.66901
  -4.32274
  -3.66733
  -4.57872
  -3.79341
  -3.61127
  -4.42388
  -5.03625
  -4.17906
  -3.91009
  -4.59025
  -2.97253
  -4.01010
  -4.14104
  -2.74006
  -4.31572
  -3.48972
  -1.94010
  -3.72816
Metropolis acceptance rate for gamma = 0.25709



MCMCoprobit iteration 50001 of 1050000 
beta = 
   5.04273
   0.25322
   3.26824
  -0.26121
   1.69731
   1.83572
   0.67303
  -0.66596
   1.29664
   1.65471
  -0.17097
   1.50528
  -0.23414
   0.61697
   0.49070
   1.46154
   1.39489
  -0.94388
  -0.02756
  -0.30808
   0.43017
   1.24318
   2.73223
   0.50807
  -4.18840
  -2.95844
  -4.28990
  -4.29566
  -1.71935
  -2.78701
  -4.99575
  -4.48329
  -4.57732
  -4.33608
  -4.07632
  -4.43837
  -6.07248
  -5.01422
  -4.51558
  -5.00155
  -3.23311
  -4.99039
  -4.57496
  -3.62950
  -5.33629
  -4.30511
  -2.72250
  -4.41574
Metropolis acceptance rate for gamma = 0.25717



MCMCoprobit iteration 60001 of 1050000 
beta = 
   5.28026
   0.04912
   3.87451
  -0.94128
   0.98946
   1.84083
   0.22642
  -1.03701
   1.23842
   1.71672
  -0.17476
   1.63344
  -0.72559
   0.24206
   0.67250
   1.74981
   1.02935
  -0.82354
  -0.59233
  -0.19131
   0.69702
   1.60545
   3.05928
  -0.00693
  -3.99848
  -3.83327
  -4.56230
  -4.30389
  -2.29493
  -3.30547
  -5.39513
  -3.95476
  -4.83245
  -4.88217
  -4.38467
  -4.85204
  -6.19980
  -5.37497
  -5.11101
  -5.44267
  -3.29860
  -5.40169
  -4.66167
  -3.54046
  -5.43410
  -4.64797
  -2.59322
  -4.60002
Metropolis acceptance rate for gamma = 0.25670



MCMCoprobit iteration 70001 of 1050000 
beta = 
   4.83321
  -0.07812
   3.62823
  -0.79868
   1.30286
   1.90699
   0.31474
  -1.65353
   1.49756
   1.39238
  -0.71564
   1.08839
  -1.03229
  -0.00723
   0.94006
   1.42954
   1.32760
  -1.06285
  -0.33738
  -0.39292
   0.25514
   1.29252
   2.61685
   0.72714
  -3.89805
  -3.28337
  -4.51044
  -4.27169
  -1.70079
  -3.76347
  -4.87898
  -3.88031
  -5.03438
  -4.43103
  -4.21781
  -4.40524
  -5.77237
  -4.96440
  -4.40913
  -5.09108
  -2.97382
  -4.56306
  -4.11858
  -3.15564
  -4.67615
  -3.84840
  -2.20323
  -3.88040
Metropolis acceptance rate for gamma = 0.25564



MCMCoprobit iteration 80001 of 1050000 
beta = 
   4.77229
   0.23525
   3.85192
  -0.36271
   1.24383
   1.43309
   0.87795
  -0.83196
   1.04007
   1.47503
  -0.41729
   1.80901
  -1.13897
   0.13083
   0.79047
   1.34273
   1.42270
  -0.99530
  -0.11320
  -0.23832
   0.47456
   1.80256
   2.13961
   0.86234
  -4.07296
  -3.32210
  -4.04933
  -3.91352
  -1.96790
  -3.51631
  -4.75310
  -3.67772
  -5.07624
  -4.52111
  -3.43177
  -4.53100
  -5.69776
  -5.16426
  -4.49580
  -5.06065
  -3.14621
  -4.73527
  -4.11442
  -3.13132
  -4.58739
  -4.20691
  -2.20210
  -4.40334
Metropolis acceptance rate for gamma = 0.25608



MCMCoprobit iteration 90001 of 1050000 
beta = 
   4.81223
   0.48384
   4.45734
  -0.81733
   1.27023
   1.84118
   0.80432
  -1.49927
   1.41865
   1.82928
  -0.44233
   1.28096
  -0.42674
  -0.13943
   1.05056
   1.43914
   1.34869
  -1.40881
  -0.43036
  -0.30788
   0.22378
   1.56092
   2.84696
   0.50678
  -3.47399
  -2.84025
  -4.26648
  -4.14658
  -1.96474
  -3.05187
  -4.63662
  -4.04853
  -4.87371
  -4.21250
  -4.14276
  -4.17599
  -5.52097
  -4.94348
  -4.73451
  -4.83137
  -2.87974
  -4.90031
  -4.36671
  -3.10581
  -4.78082
  -3.54849
  -1.95094
  -4.27127
Metropolis acceptance rate for gamma = 0.25667



MCMCoprobit iteration 100001 of 1050000 
beta = 
   4.76513
   0.62916
   3.77667
  -0.34344
   1.80285
   2.25157
   0.79037
  -1.02232
   1.69649
   1.55915
  -0.20143
   1.31587
  -0.27629
   0.29626
   1.30663
   1.60959
   1.38117
  -0.79902
   0.24854
  -0.12426
   0.92567
   1.88192
   2.37133
   0.61894
  -3.77425
  -3.45508
  -3.82814
  -3.90968
  -1.83130
  -2.78023
  -4.59926
  -3.75671
  -5.11549
  -4.33920
  -4.06979
  -4.28671
  -5.00999
  -5.08917
  -4.65023
  -4.90296
  -3.11239
  -4.77725
  -4.56297
  -3.19188
  -5.17329
  -4.20125
  -2.11876
  -4.25004
Metropolis acceptance rate for gamma = 0.25644



MCMCoprobit iteration 110001 of 1050000 
beta = 
   4.77981
   0.41035
   3.54831
  -0.62569
   1.38286
   1.89412
   0.86486
  -0.38480
   1.01395
   1.94082
  -0.22712
   1.60896
   0.14359
   0.35035
   0.75906
   1.54759
   1.73183
  -0.92931
  -0.64928
  -0.17901
   0.80642
   1.81754
   2.85438
   0.40722
  -4.02095
  -3.06789
  -3.85934
  -3.57358
  -1.67324
  -3.14459
  -4.34784
  -3.71598
  -4.48882
  -4.33375
  -3.93893
  -4.75733
  -5.57400
  -4.29217
  -3.85109
  -4.77547
  -3.12502
  -5.23356
  -4.44877
  -2.91805
  -4.48335
  -3.87459
  -2.29861
  -3.76549
Metropolis acceptance rate for gamma = 0.25660



MCMCoprobit iteration 120001 of 1050000 
beta = 
   4.62171
   0.31750
   3.67233
  -0.78568
   1.13658
   1.90030
   0.84770
  -1.18452
   1.43768
   1.44520
  -0.40600
   1.28213
  -0.24698
  -0.06090
   0.69447
   1.22939
   1.52087
  -1.33960
  -0.16959
  -0.48437
   0.36651
   1.41048
   2.61313
   0.60592
  -4.06858
  -3.21814
  -3.91725
  -3.53231
  -1.82869
  -2.81052
  -4.46668
  -4.24243
  -4.68543
  -4.10993
  -3.76207
  -4.01429
  -5.56981
  -4.49226
  -3.84605
  -4.44734
  -2.58039
  -4.49155
  -3.73046
  -2.57064
  -4.49367
  -3.73444
  -1.75190
  -3.74144
Metropolis acceptance rate for gamma = 0.25710



MCMCoprobit iteration 130001 of 1050000 
beta = 
   5.03955
   0.43244
   4.06807
  -0.70419
   1.34562
   2.18529
   0.65822
  -1.35220
   1.27200
   1.96130
  -0.41294
   1.42390
  -1.20260
  -0.11323
   1.20782
   1.25957
   1.35747
  -1.39903
   0.29453
   0.07537
   0.67857
   1.79955
   2.85472
   0.43540
  -3.98016
  -3.43845
  -4.11730
  -4.42747
  -2.05212
  -2.91769
  -4.73282
  -4.03840
  -5.13741
  -5.32278
  -4.14806
  -4.97934
  -5.83959
  -5.38922
  -4.69484
  -4.83602
  -3.56665
  -4.80773
  -4.41794
  -3.52313
  -4.47371
  -4.27136
  -2.83949
  -4.72925
Metropolis acceptance rate for gamma = 0.25689



MCMCoprobit iteration 140001 of 1050000 
beta = 
   4.13354
   1.07504
   4.17026
   0.65573
   1.54389
   2.32116
   0.92785
  -0.34180
   1.79607
   2.24170
   0.50105
   2.34382
   0.08917
   0.69506
   1.87618
   2.34047
   2.41860
  -0.22669
   0.17105
   0.47596
   1.00063
   2.05183
   2.94135
   1.15441
  -3.56150
  -2.68333
  -3.12826
  -3.40273
  -1.26613
  -2.16195
  -3.34563
  -2.81037
  -4.13167
  -4.09607
  -3.23688
  -3.42540
  -5.10622
  -4.28606
  -3.66758
  -4.09006
  -2.58056
  -4.22457
  -3.68804
  -2.14129
  -4.11502
  -3.49595
  -1.64360
  -3.01534
Metropolis acceptance rate for gamma = 0.25712



MCMCoprobit iteration 150001 of 1050000 
beta = 
   5.27249
  -0.34621
   2.75392
  -1.17480
   0.89415
   1.09596
   0.18785
  -1.27805
   0.26988
   0.90137
  -0.76137
   0.99941
  -1.15875
  -0.12023
   0.44176
   1.14971
   0.19679
  -1.46478
  -0.61882
  -0.67956
   0.00297
   0.57882
   1.78167
   0.05415
  -4.10497
  -4.01790
  -4.81328
  -4.06936
  -1.89606
  -3.59195
  -5.37828
  -4.29680
  -4.88153
  -5.14405
  -5.02452
  -5.23535
  -5.82012
  -5.65556
  -4.74392
  -5.22605
  -3.50683
  -4.86110
  -4.54989
  -3.57443
  -5.33787
  -4.54020
  -2.58269
  -4.96240
Metropolis acceptance rate for gamma = 0.25711



MCMCoprobit iteration 160001 of 1050000 
beta = 
   4.86380
   0.60840
   3.31029
  -0.47703
   1.37336
   1.91346
   0.80798
  -0.86235
   0.58459
   1.96452
   0.21818
   1.38055
  -0.74971
   0.07904
   1.51043
   1.45987
   1.28979
  -0.81593
  -0.01551
   0.28188
   0.40969
   1.86255
   2.50934
   0.03222
  -4.01651
  -3.25135
  -4.31389
  -3.73198
  -1.70498
  -2.94020
  -4.47811
  -3.81553
  -5.02906
  -4.32769
  -4.01391
  -4.48002
  -5.69753
  -4.54995
  -4.76358
  -4.65707
  -3.05541
  -4.96769
  -4.12276
  -2.92980
  -4.98935
  -4.27722
  -1.90206
  -4.39497
Metropolis acceptance rate for gamma = 0.25685



MCMCoprobit iteration 170001 of 1050000 
beta = 
   5.02651
   0.49845
   3.32681
  -0.67527
   0.98934
   1.87824
   0.77212
  -1.18724
   1.19720
   1.58038
  -0.29353
   1.42846
  -0.36662
   0.19011
   0.50690
   1.62780
   1.51673
  -1.01323
  -0.56671
  -0.01286
   0.51486
   1.23420
   2.37029
   0.36141
  -4.24724
  -3.10138
  -4.34865
  -3.92881
  -1.30023
  -2.88981
  -5.49308
  -4.41430
  -5.26516
  -4.65293
  -4.41124
  -4.53759
  -6.49211
  -5.05885
  -4.97914
  -5.32812
  -3.42927
  -4.80336
  -4.67040
  -3.47294
  -5.08852
  -4.28980
  -2.11676
  -4.01340
Metropolis acceptance rate for gamma = 0.25616



MCMCoprobit iteration 180001 of 1050000 
beta = 
   5.49359
  -0.05185
   3.45420
  -1.09645
   1.22468
   1.49757
   0.17545
  -1.25397
   0.97171
   1.22643
  -0.59093
   0.72009
  -0.77644
  -0.06923
   0.76353
   1.10004
   0.98768
  -0.94869
  -0.63752
  -0.62847
   0.14009
   1.54822
   2.05965
   0.79628
  -4.83008
  -4.20501
  -4.55662
  -4.95973
  -1.99081
  -3.69612
  -5.46720
  -4.39531
  -5.63152
  -5.04869
  -4.89664
  -4.79167
  -6.29083
  -5.38401
  -5.37347
  -5.47336
  -3.34725
  -5.02610
  -4.76815
  -3.38223
  -5.37894
  -4.71527
  -2.80757
  -4.78967
Metropolis acceptance rate for gamma = 0.25601



MCMCoprobit iteration 190001 of 1050000 
beta = 
   4.84885
   0.29012
   3.46723
  -0.49334
   1.63345
   2.29290
   0.91192
  -0.59966
   1.31445
   1.95310
  -0.42894
   1.65444
  -0.27327
   0.06872
   0.93172
   1.82070
   1.63056
  -0.98642
  -0.05946
  -0.24249
   0.62975
   1.57532
   2.68618
   0.81945
  -4.05764
  -3.25668
  -4.32116
  -3.68795
  -1.95306
  -2.96569
  -4.50846
  -3.29507
  -4.94653
  -4.67387
  -3.86410
  -4.40466
  -5.06316
  -5.10284
  -3.97353
  -4.63540
  -2.95005
  -4.65250
  -4.17864
  -2.90382
  -4.73573
  -3.95272
  -2.09200
  -4.05697
Metropolis acceptance rate for gamma = 0.25576



MCMCoprobit iteration 200001 of 1050000 
beta = 
   5.10456
   0.42028
   3.36349
  -0.48582
   1.22439
   1.65040
   0.81147
  -1.39497
   1.47896
   1.72928
  -0.41250
   1.62129
  -0.38872
   0.47924
   0.82377
   1.48495
   1.41515
  -1.15069
  -0.31986
  -0.15325
   0.32185
   1.50130
   2.36432
   0.49112
  -4.36111
  -3.26087
  -4.11103
  -4.63978
  -1.81408
  -2.85703
  -5.55875
  -3.27671
  -4.78611
  -4.99248
  -4.35230
  -4.79066
  -5.97019
  -5.02377
  -4.18986
  -5.23077
  -3.27336
  -4.99212
  -4.57373
  -3.27139
  -5.20057
  -3.67777
  -2.51887
  -4.22875
Metropolis acceptance rate for gamma = 0.25522



MCMCoprobit iteration 210001 of 1050000 
beta = 
   5.20092
   0.60885
   2.99473
  -0.55604
   1.24740
   1.43094
   0.48971
  -1.25276
   0.78710
   1.86763
  -0.32006
   1.35939
  -0.92722
  -0.06261
   0.68299
   1.66924
   1.56025
  -1.23703
  -0.45471
  -0.05302
   0.66404
   1.54726
   2.71991
   0.52540
  -4.29243
  -3.97189
  -3.99436
  -4.00068
  -2.05285
  -3.51078
  -4.84646
  -4.17918
  -5.12148
  -4.97829
  -4.53044
  -4.97179
  -6.27782
  -5.26722
  -4.43267
  -5.71372
  -3.09133
  -5.40813
  -4.23113
  -3.82688
  -5.43680
  -4.09848
  -2.41942
  -4.69738
Metropolis acceptance rate for gamma = 0.25504



MCMCoprobit iteration 220001 of 1050000 
beta = 
   4.74273
   0.45319
   3.90271
  -0.65998
   1.00649
   1.94659
   0.77579
  -1.17521
   1.06679
   1.90270
   0.16143
   1.43729
   0.08945
   0.73188
   1.19877
   1.78446
   2.02136
  -0.74123
   0.04574
  -0.38493
   0.77261
   1.67912
   2.43814
   0.55759
  -3.66004
  -3.49164
  -4.00059
  -4.27123
  -1.61364
  -2.76278
  -4.79664
  -3.75123
  -4.90549
  -4.34097
  -4.25193
  -4.13904
  -5.47532
  -5.14745
  -3.88223
  -4.46793
  -3.13643
  -4.35341
  -4.51952
  -3.02262
  -4.88792
  -4.20707
  -2.21077
  -4.69002
Metropolis acceptance rate for gamma = 0.25503



MCMCoprobit iteration 230001 of 1050000 
beta = 
   4.78366
   0.13947
   3.80429
  -0.43242
   1.02509
   1.48486
   0.59061
  -1.06914
   0.67076
   1.33960
  -0.30233
   1.20657
  -1.27925
   0.27798
   0.89956
   1.70324
   1.52699
  -0.65116
  -0.22434
  -0.38998
   0.64546
   1.46899
   2.43559
   0.66943
  -3.83665
  -3.30844
  -4.05430
  -4.08812
  -1.72628
  -2.81600
  -4.75658
  -3.46293
  -4.90557
  -4.18487
  -4.29345
  -4.69886
  -5.56147
  -4.74190
  -4.73020
  -4.95440
  -2.58691
  -5.20892
  -4.12549
  -3.32558
  -4.72610
  -4.02984
  -2.47375
  -3.61407
Metropolis acceptance rate for gamma = 0.25459



MCMCoprobit iteration 240001 of 1050000 
beta = 
   4.66861
  -0.02401
   3.39151
  -0.63441
   1.41526
   1.55629
   0.23995
  -1.02630
   0.91891
   1.57949
  -0.14160
   1.02052
  -0.74937
   0.33104
   0.49950
   1.21953
   0.95879
  -0.95692
  -0.47256
  -0.36807
   0.60731
   0.82293
   2.33870
   0.40544
  -3.51225
  -3.12118
  -4.29825
  -3.74245
  -1.30353
  -3.12075
  -4.67797
  -4.10198
  -4.51647
  -4.77320
  -3.67107
  -4.22844
  -5.55836
  -4.82605
  -4.02200
  -4.96752
  -2.62606
  -4.22474
  -3.77933
  -3.09211
  -4.76623
  -3.64237
  -1.95526
  -4.42937
Metropolis acceptance rate for gamma = 0.25492



MCMCoprobit iteration 250001 of 1050000 
beta = 
   4.88198
   0.13563
   4.08779
  -0.72822
   1.39600
   1.39591
   0.17574
  -1.25393
   1.40744
   1.52784
  -0.11838
   1.32618
  -1.19943
  -0.15003
   0.98639
   1.57156
   1.19698
  -0.94941
  -0.34324
  -0.18526
   0.72954
   1.54228
   2.47471
   0.64309
  -4.23711
  -3.33544
  -4.29334
  -3.53233
  -1.37795
  -2.86602
  -4.81090
  -3.51971
  -5.24524
  -4.31138
  -4.35606
  -4.69228
  -5.91375
  -4.79834
  -4.24182
  -4.79647
  -2.96474
  -4.55545
  -4.39408
  -2.61126
  -5.29350
  -4.01788
  -2.47453
  -4.04369
Metropolis acceptance rate for gamma = 0.25502



MCMCoprobit iteration 260001 of 1050000 
beta = 
   5.34862
  -0.28550
   3.38571
  -0.93504
   0.84507
   1.19020
   0.10657
  -0.99061
   0.90204
   0.95541
  -0.77170
   0.76634
  -0.88137
  -0.26524
   0.75547
   1.27131
   0.65963
  -1.51188
  -0.57233
  -0.85113
   0.16408
   0.91925
   2.44609
   0.57685
  -4.29832
  -3.85652
  -4.72460
  -4.58089
  -2.40142
  -3.97188
  -5.42411
  -4.47050
  -5.40958
  -5.08485
  -4.68638
  -4.70309
  -6.18526
  -5.40589
  -4.93013
  -4.94368
  -3.16189
  -5.04145
  -4.96229
  -3.67852
  -5.28893
  -3.77546
  -2.54649
  -5.37347
Metropolis acceptance rate for gamma = 0.25486



MCMCoprobit iteration 270001 of 1050000 
beta = 
   5.55677
  -0.34032
   3.48153
  -1.26524
   1.06769
   1.70642
   0.47526
  -1.30256
   0.68418
   1.16574
  -0.67401
   0.75977
  -1.41851
  -0.02567
   0.59354
   0.80384
   0.71502
  -1.34532
  -0.50962
  -0.39408
  -0.13036
   0.73290
   2.00268
  -0.09259
  -4.75000
  -4.22154
  -4.82029
  -4.96832
  -2.25647
  -3.45094
  -5.08463
  -4.21285
  -5.13969
  -5.27463
  -4.68564
  -5.09928
  -5.98294
  -5.13733
  -4.97916
  -5.49367
  -3.01167
  -5.25571
  -4.70138
  -3.55532
  -5.32978
  -4.66621
  -2.73212
  -4.75924
Metropolis acceptance rate for gamma = 0.25493



MCMCoprobit iteration 280001 of 1050000 
beta = 
   4.95682
  -0.07558
   3.99696
  -1.19937
   1.55867
   1.89837
   0.39939
  -0.91644
   0.61342
   1.13254
  -0.63972
   1.32380
  -0.90556
   0.33658
   0.80791
   1.64549
   1.10318
  -0.91743
  -0.69058
  -0.17999
   0.41538
   0.78068
   2.31096
   0.76273
  -3.92864
  -3.14812
  -4.64207
  -3.89949
  -1.96727
  -2.96127
  -4.72053
  -4.01361
  -4.96345
  -4.77051
  -4.51185
  -4.53785
  -5.69871
  -5.10639
  -4.78277
  -4.98475
  -3.21412
  -4.43834
  -4.27172
  -3.18223
  -5.09421
  -4.38876
  -2.55016
  -4.19757
Metropolis acceptance rate for gamma = 0.25477



MCMCoprobit iteration 290001 of 1050000 
beta = 
   4.80605
  -0.06621
   3.63276
  -0.68722
   1.48548
   1.65708
   0.56425
  -0.69054
   0.81496
   1.57710
  -0.31575
   0.92504
  -0.78654
   0.24874
   0.83729
   1.53468
   1.54248
  -1.07566
  -0.33904
  -0.30694
   0.42363
   1.47164
   2.41861
   0.19378
  -3.98462
  -3.38081
  -3.88261
  -3.79574
  -2.33875
  -2.84721
  -4.61646
  -3.74944
  -5.08498
  -4.38203
  -4.19847
  -4.84789
  -5.20149
  -5.14173
  -4.17505
  -5.18405
  -2.94221
  -4.49683
  -4.15008
  -3.10593
  -4.58791
  -4.00791
  -1.74695
  -4.33541
Metropolis acceptance rate for gamma = 0.25474



MCMCoprobit iteration 300001 of 1050000 
beta = 
   5.77991
  -0.27195
   3.21939
  -1.51588
   0.80607
   1.25764
   0.12050
  -1.81419
   0.67998
   0.95027
  -1.09826
   0.93873
  -0.94193
  -0.25039
   0.57832
   1.03066
   0.45034
  -1.64396
  -0.76721
  -0.77133
   0.10999
   0.79893
   1.46648
  -0.07380
  -4.75498
  -4.37498
  -5.01942
  -4.79411
  -2.54751
  -3.68180
  -6.09122
  -4.68602
  -6.00728
  -5.52578
  -4.95767
  -5.27974
  -6.11489
  -5.16550
  -5.20798
  -6.07433
  -3.44211
  -6.05966
  -5.26811
  -3.71086
  -6.14825
  -4.59565
  -2.82292
  -5.21573
Metropolis acceptance rate for gamma = 0.25490



MCMCoprobit iteration 310001 of 1050000 
beta = 
   4.87181
   0.36510
   3.86323
  -0.55623
   1.51532
   1.56673
   0.76387
  -0.56067
   2.09852
   1.54195
   0.35393
   1.58645
  -0.38525
   0.38423
   0.85041
   1.73997
   1.53593
  -0.95702
   0.11900
   0.11451
   0.77089
   1.93464
   2.55550
   0.51831
  -4.19789
  -2.75038
  -3.91075
  -4.16402
  -2.21585
  -2.52615
  -4.46108
  -3.86506
  -4.54139
  -4.15361
  -3.99177
  -4.42207
  -5.99619
  -4.57882
  -4.72802
  -5.00847
  -3.13920
  -4.94253
  -4.58815
  -3.18069
  -5.03952
  -4.24011
  -2.32697
  -4.44798
Metropolis acceptance rate for gamma = 0.25504



MCMCoprobit iteration 320001 of 1050000 
beta = 
   4.40313
   0.86797
   3.67835
  -0.55409
   1.26559
   1.41384
   0.52625
  -0.66468
   1.11587
   1.69298
   0.06394
   1.20126
  -0.23323
   0.25103
   0.66243
   1.45588
   1.66176
  -0.78135
   0.09996
  -0.26587
   0.66248
   1.40451
   2.87509
   0.61001
  -3.65035
  -2.47892
  -3.46564
  -3.48428
  -1.73398
  -2.61612
  -4.53468
  -3.23761
  -4.49071
  -4.01562
  -4.17517
  -4.03068
  -5.64578
  -4.28584
  -4.21699
  -4.46082
  -2.88496
  -4.06096
  -4.06459
  -2.78151
  -4.38247
  -3.27452
  -1.33661
  -3.83450
Metropolis acceptance rate for gamma = 0.25493



MCMCoprobit iteration 330001 of 1050000 
beta = 
   4.86630
  -0.03597
   3.68822
  -0.74746
   1.37214
   1.69749
   0.50712
  -1.32543
   0.93985
   1.84068
   0.17952
   1.64746
  -0.07596
   0.29067
   1.14631
   1.59804
   1.46745
  -1.20844
  -0.45576
  -0.09919
   0.28441
   1.62519
   2.41917
   0.36255
  -3.87822
  -3.46493
  -3.88329
  -3.86727
  -2.26421
  -2.73252
  -4.85871
  -3.84919
  -4.85117
  -4.29231
  -4.04156
  -4.26733
  -5.95598
  -4.82912
  -4.55358
  -5.00588
  -3.37042
  -4.95241
  -4.71821
  -2.90833
  -4.87938
  -4.22834
  -1.97268
  -4.41919
Metropolis acceptance rate for gamma = 0.25446



MCMCoprobit iteration 340001 of 1050000 
beta = 
   5.07589
   0.31776
   3.66374
  -0.56991
   1.53171
   1.93952
   0.75372
  -1.03879
   1.53377
   2.18267
  -0.34420
   1.48933
   0.05492
   0.07455
   1.28292
   1.73613
   1.83401
  -0.76480
   0.14389
  -0.20892
   0.73262
   1.60407
   2.50630
   0.50329
  -3.81083
  -3.47374
  -4.03152
  -3.61441
  -2.16723
  -2.82212
  -5.38166
  -4.10779
  -5.01354
  -4.35980
  -4.48363
  -4.55813
  -5.40463
  -4.83979
  -4.99777
  -5.32851
  -2.77875
  -4.61890
  -4.58392
  -3.17215
  -4.89767
  -4.15505
  -2.45510
  -4.20805
Metropolis acceptance rate for gamma = 0.25452



MCMCoprobit iteration 350001 of 1050000 
beta = 
   5.07228
   0.37491
   3.69781
  -1.05419
   1.63311
   1.58764
   0.89764
  -1.35770
   1.58363
   1.73690
  -0.29029
   1.09193
  -0.52803
   0.32458
   1.30178
   1.61779
   1.19046
  -0.44089
  -0.31565
   0.15339
   0.63963
   1.33823
   2.18862
   0.86609
  -4.71552
  -3.64345
  -4.29625
  -4.14166
  -1.78035
  -3.12975
  -4.67798
  -4.21524
  -5.27976
  -5.15517
  -4.32469
  -4.64805
  -6.04702
  -5.05796
  -4.59703
  -4.93279
  -3.22815
  -5.20154
  -4.69655
  -3.35309
  -5.35814
  -3.57003
  -2.41901
  -4.15686
Metropolis acceptance rate for gamma = 0.25456



MCMCoprobit iteration 360001 of 1050000 
beta = 
   4.99583
   0.05623
   3.54408
  -0.75196
   1.22254
   1.69173
   0.59175
  -1.30821
   1.25185
   1.73548
  -0.54467
   0.55218
  -0.44186
  -0.22581
   0.94827
   1.56674
   1.37589
  -0.68366
  -0.67223
  -0.14547
   0.72994
   1.11065
   2.24668
   0.68589
  -3.83317
  -3.57471
  -4.12322
  -4.33877
  -1.74720
  -3.47365
  -4.88049
  -3.63458
  -4.62500
  -4.80994
  -4.11882
  -4.51184
  -5.85222
  -4.45913
  -4.41957
  -4.89539
  -3.53126
  -4.86754
  -4.50731
  -3.06179
  -4.98576
  -4.42068
  -2.06820
  -4.17811
Metropolis acceptance rate for gamma = 0.25469



MCMCoprobit iteration 370001 of 1050000 
beta = 
   4.87947
   0.38711
   3.60733
  -0.61168
   1.54983
   2.11039
   1.19014
  -0.68809
   1.04548
   1.89041
  -0.71558
   1.53781
  -0.60434
   0.58830
   1.16291
   1.58060
   1.76301
  -1.01526
  -0.51434
   0.05075
   0.33465
   2.08519
   3.17742
   0.88172
  -3.95485
  -3.84215
  -4.07866
  -4.53668
  -2.05159
  -2.90395
  -4.56117
  -3.98612
  -4.87299
  -4.51590
  -3.69380
  -4.60283
  -5.89139
  -5.02566
  -4.62496
  -5.00141
  -3.47343
  -4.89315
  -4.65331
  -2.93833
  -4.88021
  -4.24614
  -2.15599
  -4.44175
Metropolis acceptance rate for gamma = 0.25446



MCMCoprobit iteration 380001 of 1050000 
beta = 
   5.23266
  -0.23737
   3.41725
  -1.05356
   1.01528
   1.72812
   0.50662
  -1.19397
   1.23449
   1.52672
  -0.24901
   0.92020
  -0.83150
  -0.23338
   0.42463
   1.07706
   1.04718
  -1.21192
  -0.65661
  -0.89157
   0.21870
   1.10524
   2.48289
   0.21409
  -4.39174
  -3.22369
  -4.48736
  -4.23253
  -2.62209
  -3.09876
  -4.72858
  -4.08709
  -4.74283
  -5.03566
  -4.53096
  -4.68182
  -6.21615
  -4.62492
  -4.43871
  -4.95647
  -3.28091
  -5.05703
  -4.73698
  -3.24000
  -5.49212
  -4.62211
  -2.41408
  -4.40593
Metropolis acceptance rate for gamma = 0.25442



MCMCoprobit iteration 390001 of 1050000 
beta = 
   4.90676
   0.73713
   3.99419
   0.02708
   1.29200
   2.63198
   0.81645
  -0.67947
   1.47176
   2.09365
   0.20477
   1.47004
  -0.14947
  -0.09502
   1.22886
   1.91228
   1.83319
  -0.82670
  -0.03897
   0.65586
   1.07301
   1.76435
   2.83232
   0.24268
  -4.09304
  -3.58466
  -3.84613
  -4.28955
  -1.65072
  -2.46835
  -4.45683
  -3.76861
  -4.67219
  -4.54851
  -4.41714
  -4.85103
  -6.02485
  -4.68016
  -4.57510
  -4.86276
  -3.23713
  -4.95495
  -4.88423
  -2.82682
  -5.36748
  -4.00045
  -2.06108
  -4.34760
Metropolis acceptance rate for gamma = 0.25428



MCMCoprobit iteration 400001 of 1050000 
beta = 
   4.88042
   0.25981
   3.36861
  -0.75893
   1.41218
   1.79517
   0.62086
  -1.38697
   1.35488
   1.75953
  -0.24692
   1.38569
  -0.44515
   0.04383
   0.97174
   1.66593
   1.24792
  -1.09570
  -0.44595
  -0.07885
   0.55538
   1.36330
   2.72793
   0.48950
  -4.25060
  -3.44564
  -4.40771
  -4.21408
  -1.86618
  -3.06776
  -4.88791
  -4.10321
  -4.33824
  -4.60575
  -4.02081
  -4.61510
  -5.81071
  -5.12815
  -4.87608
  -4.98791
  -2.59337
  -4.61931
  -4.42472
  -3.16393
  -4.99593
  -3.76796
  -2.02343
  -3.91028
Metropolis acceptance rate for gamma = 0.25423



MCMCoprobit iteration 410001 of 1050000 
beta = 
   4.75741
  -0.06362
   3.31523
  -1.26453
   1.02534
   2.09246
   0.42475
  -0.60419
   0.88984
   1.66094
  -0.34820
   1.06958
  -0.78948
   0.28722
   1.04820
   1.42809
   0.84586
  -1.18872
  -0.45972
  -0.37155
   0.15644
   1.69023
   2.10081
   0.76157
  -3.48344
  -3.31050
  -3.83782
  -4.06127
  -1.49073
  -3.11812
  -4.75601
  -3.78149
  -4.56213
  -4.34634
  -4.24888
  -4.33884
  -5.39449
  -4.97614
  -4.57846
  -5.27867
  -2.79778
  -4.66620
  -4.29211
  -3.24189
  -5.25403
  -4.30338
  -2.75637
  -4.22160
Metropolis acceptance rate for gamma = 0.25440



MCMCoprobit iteration 420001 of 1050000 
beta = 
   4.55529
   0.23100
   3.96601
  -0.90801
   1.66409
   1.96062
   0.85435
  -0.70497
   1.36039
   1.93133
   0.09157
   1.87634
  -0.58168
   0.39985
   1.01903
   2.42336
   1.40233
  -0.28207
   0.32996
   0.06472
   0.98331
   1.84718
   2.86040
   0.61925
  -3.98983
  -3.45317
  -3.46744
  -3.88272
  -1.54004
  -2.35126
  -4.47233
  -3.43224
  -4.90761
  -4.46361
  -3.69006
  -4.23030
  -4.99444
  -4.70647
  -4.26241
  -4.73528
  -2.80416
  -4.28925
  -4.30102
  -2.53201
  -4.67472
  -3.20468
  -2.20703
  -3.45229
Metropolis acceptance rate for gamma = 0.25425



MCMCoprobit iteration 430001 of 1050000 
beta = 
   4.90483
   0.44158
   3.77084
  -0.82173
   1.32175
   1.82389
   0.72139
  -0.67521
   1.25383
   1.95668
  -0.19631
   0.95757
  -0.47092
   0.47995
   0.76119
   1.36930
   1.18120
  -0.94912
  -0.24258
  -0.09923
   0.94428
   1.72064
   2.40454
   0.73266
  -4.27755
  -3.48607
  -4.39342
  -4.26055
  -2.07681
  -2.70999
  -4.51263
  -4.05999
  -4.99380
  -4.98327
  -4.33930
  -4.66319
  -5.73535
  -4.62195
  -4.16557
  -5.43691
  -3.48808
  -4.75801
  -4.04261
  -3.31913
  -5.11435
  -4.19875
  -2.42086
  -4.20761
Metropolis acceptance rate for gamma = 0.25420



MCMCoprobit iteration 440001 of 1050000 
beta = 
   4.75080
   0.39162
   3.78005
  -0.60769
   1.56141
   1.73626
   1.11827
  -1.01117
   1.26021
   1.95033
  -0.34035
   1.85011
  -0.55976
   0.33658
   1.20209
   1.85007
   1.20416
  -0.88824
  -0.52543
   0.10861
   0.45303
   1.42214
   2.83529
   0.72820
  -4.00860
  -3.16555
  -4.13847
  -4.11597
  -1.85801
  -2.86476
  -4.71565
  -3.81851
  -5.29885
  -4.32013
  -3.91254
  -4.48874
  -5.86943
  -4.51232
  -4.15006
  -5.37134
  -3.15626
  -4.16428
  -4.05224
  -3.11096
  -4.71897
  -3.96304
  -2.15218
  -3.96582
Metropolis acceptance rate for gamma = 0.25414



MCMCoprobit iteration 450001 of 1050000 
beta = 
   5.04808
   0.20647
   3.61460
  -0.69555
   1.10126
   1.56650
   0.21283
  -1.52121
   1.38935
   1.74996
  -0.32409
   0.82436
  -0.70315
   0.21053
   0.77312
   1.39810
   1.16745
  -1.35120
  -0.63723
  -0.32645
   0.36536
   1.18905
   2.30308
   0.33272
  -4.31171
  -3.08851
  -4.14560
  -4.67023
  -2.19066
  -3.03952
  -4.76309
  -3.83710
  -5.12078
  -3.74293
  -3.96780
  -4.32761
  -5.68491
  -5.00234
  -4.80253
  -5.14502
  -3.38134
  -4.78613
  -4.11618
  -3.39410
  -5.04288
  -4.14799
  -2.30161
  -3.92125
Metropolis acceptance rate for gamma = 0.25400



MCMCoprobit iteration 460001 of 1050000 
beta = 
   4.93753
   0.49664
   3.87118
  -0.23389
   2.01278
   2.58488
   1.10982
  -0.57913
   1.48318
   2.19391
   0.16883
   2.35113
  -0.11027
   0.51125
   1.10582
   1.71651
   1.84798
  -0.71806
  -0.00705
   0.33917
   0.75665
   1.70663
   3.19981
   0.60713
  -4.16027
  -3.43675
  -4.14540
  -4.13107
  -2.42422
  -2.53781
  -4.53860
  -3.85977
  -4.88553
  -4.66522
  -4.06980
  -4.75960
  -5.55593
  -4.69353
  -4.66551
  -5.33093
  -3.24507
  -4.72645
  -4.21675
  -2.74801
  -5.13074
  -4.35614
  -2.07905
  -4.27569
Metropolis acceptance rate for gamma = 0.25400



MCMCoprobit iteration 470001 of 1050000 
beta = 
   5.10630
   0.45485
   3.68863
  -0.53463
   1.53962
   1.89762
   0.20433
  -0.97429
   1.53043
   1.27589
  -0.30413
   1.84983
  -0.84016
   0.31151
   1.03331
   1.63119
   1.71306
  -1.37182
  -0.72214
  -0.70367
   0.36447
   1.38815
   2.61869
   0.48989
  -4.07804
  -3.30805
  -4.24278
  -4.40389
  -2.47680
  -3.07345
  -4.69591
  -3.97099
  -5.20083
  -4.27409
  -4.02560
  -4.74511
  -6.17146
  -5.01723
  -4.43189
  -5.16987
  -3.39715
  -4.72938
  -4.47339
  -2.97521
  -4.91968
  -3.85710
  -2.22559
  -4.81710
Metropolis acceptance rate for gamma = 0.25399



MCMCoprobit iteration 480001 of 1050000 
beta = 
   4.93882
  -0.11149
   3.64723
  -0.82260
   1.00325
   1.70485
   0.29376
  -0.60663
   0.69383
   1.78107
  -0.51539
   1.23037
  -0.22018
   0.39542
   0.86110
   1.40095
   1.49991
  -1.04855
  -0.11538
  -0.71267
   0.37413
   1.81896
   2.40562
   0.33457
  -4.10908
  -3.02960
  -4.09041
  -4.49098
  -2.30109
  -3.21192
  -4.90760
  -3.99228
  -5.01467
  -4.20142
  -4.11756
  -4.42838
  -5.66263
  -4.79493
  -4.68907
  -5.23700
  -3.17158
  -4.84676
  -4.27311
  -3.34345
  -4.96166
  -3.99685
  -2.33114
  -4.35490
Metropolis acceptance rate for gamma = 0.25385



MCMCoprobit iteration 490001 of 1050000 
beta = 
   4.44742
   0.86336
   4.03359
  -0.57738
   1.96484
   2.22014
   0.94531
  -0.38063
   1.88533
   2.03769
   0.29267
   1.72519
  -0.14712
   0.49362
   1.68548
   2.07063
   1.38908
  -0.69873
   0.25776
  -0.08510
   1.11064
   2.13527
   3.51564
   1.19147
  -3.82197
  -3.00199
  -3.85507
  -3.61727
  -1.13661
  -2.78302
  -4.19616
  -3.38657
  -4.62982
  -4.18622
  -3.66539
  -3.95008
  -4.91559
  -4.38096
  -4.32067
  -4.45401
  -2.39039
  -4.34826
  -3.80796
  -2.50277
  -4.29930
  -3.78075
  -1.91766
  -3.95123
Metropolis acceptance rate for gamma = 0.25379



MCMCoprobit iteration 500001 of 1050000 
beta = 
   4.66388
   0.23353
   3.86597
  -1.14954
   1.13478
   1.72872
   0.63507
  -1.15727
   1.08266
   1.81750
  -0.52609
   1.70739
  -0.76598
  -0.28778
   0.72033
   1.41570
   1.40600
  -1.47376
  -0.82561
  -0.84123
   0.26817
   1.51083
   2.15467
   0.39425
  -3.59020
  -3.34943
  -4.09556
  -3.62474
  -2.20567
  -2.70419
  -4.55987
  -3.33802
  -4.68829
  -4.59130
  -4.23109
  -4.42714
  -5.48096
  -4.61107
  -3.77794
  -4.74635
  -3.22742
  -4.55425
  -3.92048
  -3.23371
  -4.84739
  -4.07311
  -2.56492
  -4.33154
Metropolis acceptance rate for gamma = 0.25384



MCMCoprobit iteration 510001 of 1050000 
beta = 
   4.59427
  -0.12442
   4.19536
  -0.37063
   1.36837
   1.53303
   0.75227
  -0.54020
   0.97255
   2.08210
  -0.47499
   1.77879
  -0.69683
   0.71393
   1.01237
   1.36505
   1.15941
  -1.43499
  -0.10236
  -0.08062
   0.76744
   1.66273
   2.50110
   0.57223
  -3.28131
  -2.87722
  -4.03540
  -4.01173
  -1.69820
  -2.91882
  -4.02611
  -3.79277
  -4.25333
  -3.96696
  -3.65040
  -3.78846
  -5.26247
  -4.30117
  -4.05005
  -4.58041
  -2.47471
  -4.12246
  -3.90563
  -2.44381
  -4.62742
  -3.47358
  -1.06683
  -3.78745
Metropolis acceptance rate for gamma = 0.25386



MCMCoprobit iteration 520001 of 1050000 
beta = 
   4.97891
   0.15739
   3.22829
  -1.11523
   1.10658
   1.41988
   0.64450
  -1.22613
   0.66613
   1.43172
  -0.88759
   0.92181
  -0.78784
   0.27954
   0.84456
   1.43082
   0.93891
  -1.65336
  -0.51026
  -0.30941
  -0.06100
   1.37854
   2.46482
   0.26465
  -4.32138
  -3.22800
  -4.32556
  -4.50542
  -1.94335
  -3.10697
  -4.51358
  -4.08029
  -4.41603
  -4.60147
  -4.13459
  -4.33424
  -5.55056
  -4.98317
  -4.46898
  -5.36368
  -2.93986
  -4.18062
  -4.48744
  -3.15269
  -5.02858
  -4.47843
  -2.80896
  -4.54767
Metropolis acceptance rate for gamma = 0.25393



MCMCoprobit iteration 530001 of 1050000 
beta = 
   4.93613
  -0.09109
   3.51996
  -0.94837
   1.64701
   1.52543
   0.64051
  -1.64062
   0.76877
   1.62406
  -0.44978
   0.96358
  -0.15214
  -0.04862
   1.03592
   1.57062
   1.26847
  -1.28620
  -0.41594
  -0.68335
   0.18095
   1.78756
   2.16781
   0.68276
  -4.35881
  -3.50302
  -4.42643
  -3.83716
  -1.94108
  -2.74009
  -4.08872
  -3.90021
  -4.97297
  -4.88115
  -4.39660
  -4.82813
  -5.22829
  -4.75232
  -5.01478
  -5.23796
  -3.38564
  -4.78397
  -4.05937
  -3.47865
  -5.14335
  -4.34273
  -2.13356
  -4.68436
Metropolis acceptance rate for gamma = 0.25400



MCMCoprobit iteration 540001 of 1050000 
beta = 
   4.89091
   0.55256
   4.01200
  -0.93048
   1.19949
   1.85070
   0.63464
  -1.23642
   1.19983
   1.60276
  -0.70200
   1.11313
  -0.75440
  -0.22953
   0.66650
   1.37008
   1.71773
  -0.85073
  -0.33340
  -0.25499
   0.41067
   1.10943
   2.78623
   0.14183
  -4.31310
  -3.03867
  -4.25772
  -4.46343
  -2.04309
  -3.32444
  -5.32974
  -3.95629
  -4.90572
  -4.73280
  -4.39650
  -4.36791
  -5.82864
  -4.97633
  -4.66219
  -5.17405
  -3.85657
  -5.24313
  -4.30714
  -3.37778
  -4.83076
  -4.64106
  -2.51939
  -4.73278
Metropolis acceptance rate for gamma = 0.25422



MCMCoprobit iteration 550001 of 1050000 
beta = 
   4.55076
   0.57122
   4.15320
  -0.10016
   1.77502
   2.44526
   1.09486
  -0.86605
   2.02861
   2.13708
  -0.04816
   1.08164
   0.01556
   0.81510
   1.57782
   2.11551
   1.71501
  -0.69305
  -0.63129
   0.58079
   0.93953
   1.63449
   2.68469
   1.21119
  -3.87001
  -2.74732
  -3.81094
  -3.74946
  -1.85163
  -2.60416
  -4.12951
  -3.05262
  -5.16523
  -4.43516
  -3.47041
  -4.23591
  -5.46454
  -4.45925
  -4.20760
  -4.75964
  -2.96701
  -4.53030
  -3.96765
  -3.00318
  -4.62429
  -3.59935
  -1.73816
  -4.22475
Metropolis acceptance rate for gamma = 0.25423



MCMCoprobit iteration 560001 of 1050000 
beta = 
   5.20273
   0.22496
   3.67346
  -0.47610
   1.79194
   1.97818
   0.73293
  -0.92928
   0.93170
   1.82632
  -0.21467
   1.05942
  -0.62978
   0.27298
   0.69898
   1.32582
   1.13295
  -1.39782
  -0.38717
  -0.46623
   0.51342
   1.38649
   2.69362
   0.12355
  -4.00417
  -3.38359
  -4.00767
  -4.65920
  -2.03374
  -3.23391
  -5.36293
  -4.23955
  -5.71058
  -5.23798
  -4.36621
  -4.81025
  -5.70214
  -5.19640
  -5.08762
  -5.78685
  -3.24811
  -4.54748
  -4.44719
  -3.48298
  -4.91404
  -4.25362
  -2.48834
  -4.36060
Metropolis acceptance rate for gamma = 0.25421



MCMCoprobit iteration 570001 of 1050000 
beta = 
   4.61710
   0.81089
   4.56650
  -0.36664
   1.75527
   1.92899
   1.18014
  -0.73304
   1.38415
   2.24011
  -0.06517
   1.21277
  -0.36203
   0.98204
   1.28793
   2.20956
   1.48221
  -0.51965
   0.03519
   0.44983
   0.88573
   2.00454
   3.12517
   1.06881
  -3.58738
  -3.07035
  -3.92083
  -3.93058
  -1.55135
  -2.65201
  -4.55363
  -3.60968
  -4.67381
  -4.27102
  -4.01057
  -4.51722
  -5.90735
  -4.39650
  -4.02019
  -4.81220
  -2.86710
  -4.68538
  -3.87624
  -2.73881
  -4.62614
  -3.94147
  -1.72186
  -4.02352
Metropolis acceptance rate for gamma = 0.25416



MCMCoprobit iteration 580001 of 1050000 
beta = 
   4.84725
  -0.13942
   4.18002
  -0.72856
   1.85117
   1.65539
   1.05640
  -0.96669
   1.18186
   1.88999
  -0.11138
   1.64532
  -0.40576
   0.34193
   1.13769
   1.50111
   2.01841
  -0.82791
  -0.39341
  -0.37122
   0.31344
   1.78926
   3.04094
   0.92164
  -4.10418
  -3.44439
  -3.78195
  -4.39818
  -1.45001
  -2.63100
  -4.66576
  -3.80717
  -4.11338
  -4.45297
  -4.11008
  -4.57140
  -6.06132
  -4.86294
  -4.63732
  -4.90194
  -3.19265
  -4.44687
  -4.53077
  -3.06871
  -5.03344
  -3.84427
  -1.84474
  -3.95490
Metropolis acceptance rate for gamma = 0.25425



MCMCoprobit iteration 590001 of 1050000 
beta = 
   5.22601
   0.36032
   3.55178
  -0.50522
   1.18664
   1.66568
   0.32950
  -0.69623
   1.20238
   1.67213
  -0.17405
   0.81222
  -0.35668
   0.15993
   0.39764
   1.19313
   0.85475
  -0.94097
  -0.10810
  -0.22500
   0.21243
   1.35728
   3.08766
   0.20798
  -4.48254
  -3.32901
  -4.40043
  -4.58591
  -2.68243
  -3.23644
  -4.91234
  -4.25328
  -5.17779
  -4.86655
  -4.09006
  -4.47466
  -5.83944
  -5.07927
  -4.68067
  -5.41310
  -3.52966
  -4.95936
  -4.84007
  -3.50981
  -5.27493
  -4.65214
  -2.53894
  -4.22788
Metropolis acceptance rate for gamma = 0.25431



MCMCoprobit iteration 600001 of 1050000 
beta = 
   4.61420
   0.68969
   3.90281
  -0.60116
   1.62063
   2.10750
   0.87959
  -0.90388
   1.28469
   2.07214
  -0.36622
   1.08180
  -0.77374
   0.10645
   0.88432
   1.72025
   1.54262
  -0.75927
  -0.48032
   0.53050
   0.93895
   1.74219
   2.89775
   0.69616
  -3.41994
  -3.19551
  -4.10049
  -4.21444
  -1.08496
  -2.76685
  -4.14088
  -3.80261
  -4.67000
  -3.96520
  -3.81575
  -4.32892
  -4.76915
  -4.27143
  -4.10085
  -5.03378
  -2.58114
  -4.26566
  -4.32796
  -3.25624
  -4.67051
  -4.00306
  -1.95097
  -3.96726
Metropolis acceptance rate for gamma = 0.25419



MCMCoprobit iteration 610001 of 1050000 
beta = 
   4.78116
   0.81485
   3.62760
  -0.28078
   2.07364
   2.49795
   1.07662
  -0.79637
   1.68481
   2.37006
   0.03384
   1.71738
   0.10452
   0.88876
   1.12015
   1.91786
   1.75552
  -0.67795
   0.36423
   0.33193
   1.34947
   1.58652
   3.11326
   0.81888
  -3.92066
  -3.00111
  -4.09417
  -3.55316
  -1.92647
  -2.70610
  -4.79202
  -3.58654
  -5.02786
  -4.29006
  -3.32195
  -4.21790
  -5.29559
  -4.72134
  -4.32912
  -4.89647
  -2.58204
  -4.29888
  -4.11035
  -2.27261
  -4.73076
  -3.88914
  -1.62089
  -4.02552
Metropolis acceptance rate for gamma = 0.25432



MCMCoprobit iteration 620001 of 1050000 
beta = 
   4.38933
   0.38452
   4.07990
   0.19817
   1.65011
   2.10066
   0.99727
  -0.48480
   1.80493
   1.75163
   0.02930
   1.90456
  -0.73915
   0.63805
   1.43599
   2.26352
   1.76166
  -1.28743
   0.45899
   0.02889
   0.55256
   2.04271
   2.80644
   0.62081
  -3.63212
  -3.07781
  -3.88918
  -3.94801
  -1.33329
  -2.44054
  -4.06285
  -3.30793
  -4.50170
  -4.18927
  -3.81811
  -4.16258
  -5.42037
  -4.81853
  -4.03143
  -4.63939
  -2.45036
  -4.13483
  -3.33090
  -2.66245
  -4.49144
  -3.48773
  -1.32489
  -3.65648
Metropolis acceptance rate for gamma = 0.25434



MCMCoprobit iteration 630001 of 1050000 
beta = 
   4.32703
   0.38974
   4.07835
  -0.20874
   1.68900
   2.54664
   1.04401
  -0.32946
   1.76573
   2.32342
   0.26941
   1.75987
  -0.22704
   0.41850
   1.24349
   1.83006
   1.45923
  -0.70439
  -0.09992
   0.29130
   0.68982
   2.05710
   2.72560
   0.58612
  -3.67983
  -3.21339
  -3.43832
  -4.29859
  -1.57553
  -2.21333
  -4.42522
  -3.27912
  -4.66190
  -4.25876
  -3.56330
  -4.19005
  -4.65364
  -4.34298
  -3.81590
  -4.61541
  -2.95535
  -3.79867
  -3.82514
  -2.05088
  -4.68674
  -3.47716
  -1.38210
  -3.38620
Metropolis acceptance rate for gamma = 0.25445



MCMCoprobit iteration 640001 of 1050000 
beta = 
   4.96861
   0.47111
   3.45428
  -1.01055
   1.63292
   1.91283
   0.54596
  -1.32233
   1.12412
   1.76623
  -0.21850
   1.52914
  -0.72673
  -0.07407
   0.99760
   1.50107
   1.26035
  -1.77360
  -0.44396
  -0.23272
   0.20684
   1.16840
   2.30736
   0.24786
  -4.38248
  -2.99086
  -4.06281
  -4.07552
  -1.53183
  -3.23404
  -4.85447
  -4.09675
  -4.89810
  -4.79501
  -4.20491
  -4.61565
  -6.00332
  -4.96585
  -4.48972
  -5.13176
  -3.21373
  -5.04031
  -4.03098
  -2.99893
  -4.95501
  -4.55578
  -2.28669
  -4.84748
Metropolis acceptance rate for gamma = 0.25435



MCMCoprobit iteration 650001 of 1050000 
beta = 
   5.02362
   0.28370
   3.84158
  -0.74087
   1.51488
   1.62820
   0.61713
  -1.45761
   1.27518
   1.86447
  -0.22904
   1.22067
  -0.38524
   0.46336
   1.22934
   1.71599
   1.21757
  -1.51703
  -0.52116
  -0.45659
   0.54709
   1.76234
   2.73232
   0.36509
  -4.04746
  -3.49079
  -4.32007
  -4.09566
  -1.99627
  -2.66835
  -4.78126
  -3.92413
  -5.49016
  -4.91226
  -4.16370
  -4.64972
  -5.89008
  -4.68564
  -4.59808
  -5.20165
  -3.47395
  -4.88085
  -4.51277
  -2.78232
  -5.18248
  -4.13217
  -2.29735
  -4.12080
Metropolis acceptance rate for gamma = 0.25420



MCMCoprobit iteration 660001 of 1050000 
beta = 
   5.06950
  -0.21760
   3.33265
  -0.88710
   1.10512
   1.65567
   0.78670
  -1.38953
   1.49749
   1.69452
  -0.25057
   1.45813
  -0.72120
   0.36754
   1.37368
   1.46497
   1.75225
  -0.92993
  -0.55153
  -0.28899
   0.54342
   1.63317
   3.00700
   0.37517
  -4.20325
  -3.72529
  -4.58467
  -4.38259
  -2.14337
  -2.59971
  -4.84734
  -4.18863
  -4.92219
  -4.07070
  -4.76094
  -4.59201
  -6.24124
  -5.13641
  -4.54817
  -5.20702
  -3.48373
  -4.90625
  -4.71428
  -3.45898
  -4.79744
  -4.16900
  -2.55853
  -4.25785
Metropolis acceptance rate for gamma = 0.25432



MCMCoprobit iteration 670001 of 1050000 
beta = 
   4.95347
   0.27640
   3.51437
  -0.77258
   1.33356
   1.59863
   0.65680
  -0.77464
   0.95003
   1.68205
  -0.67307
   1.50615
  -0.73792
   0.30748
   1.05335
   1.64457
   1.28561
  -0.73394
   0.19164
  -0.74921
   0.50410
   1.70017
   2.59046
   0.64674
  -4.19333
  -2.74167
  -3.88032
  -4.20741
  -2.10194
  -3.12828
  -4.68748
  -4.07265
  -4.82028
  -4.76549
  -3.97486
  -4.46082
  -5.62123
  -4.73258
  -4.21031
  -5.03279
  -3.42103
  -4.72847
  -4.17363
  -3.42066
  -5.16919
  -3.92530
  -1.99685
  -4.25226
Metropolis acceptance rate for gamma = 0.25434



MCMCoprobit iteration 680001 of 1050000 
beta = 
   4.85933
   0.42577
   3.43816
  -0.81851
   1.25119
   1.75006
   0.45128
  -1.52201
   0.98602
   1.51180
  -0.71313
   1.50195
  -0.74217
   0.47625
   0.61653
   1.63436
   1.22489
  -0.83748
  -0.80476
  -0.44427
   0.41323
   1.75336
   2.42296
   0.50579
  -3.55093
  -3.17801
  -4.20031
  -4.15563
  -1.78885
  -2.84076
  -4.87411
  -3.58150
  -4.80502
  -4.67481
  -3.72474
  -4.42261
  -5.41694
  -4.60490
  -4.43112
  -4.78514
  -2.93141
  -4.71042
  -4.24785
  -3.01466
  -4.80940
  -3.56904
  -2.43392
  -4.29206
Metropolis acceptance rate for gamma = 0.25450



MCMCoprobit iteration 690001 of 1050000 
beta = 
   4.60682
   0.58247
   3.85660
  -0.69022
   1.25781
   1.33517
   0.89523
  -0.45528
   1.44967
   1.51459
  -0.42899
   2.10024
  -0.45599
   0.35042
   0.79535
   1.54090
   1.14708
  -0.65299
  -0.07511
  -0.07370
   0.75093
   1.41927
   2.66974
   0.47251
  -4.02650
  -3.46256
  -4.13551
  -3.54424
  -1.71355
  -3.33485
  -4.78564
  -3.41701
  -4.79384
  -4.34069
  -4.00192
  -4.22279
  -5.45449
  -4.39979
  -4.00116
  -4.60298
  -2.64329
  -4.64391
  -3.49538
  -2.96184
  -4.74441
  -3.66675
  -1.68255
  -4.05908
Metropolis acceptance rate for gamma = 0.25449



MCMCoprobit iteration 700001 of 1050000 
beta = 
   4.58846
   0.63242
   3.83615
  -0.68384
   1.46556
   1.68110
   0.79357
  -0.83096
   1.19505
   2.01736
  -0.44408
   1.27915
  -0.81494
  -0.10259
   1.11671
   1.67991
   1.69655
  -1.09524
  -0.48539
  -0.28560
   0.57794
   1.31705
   2.48782
   0.88986
  -3.75068
  -3.39259
  -3.98806
  -3.71961
  -1.88965
  -3.28701
  -4.68045
  -3.28768
  -4.80314
  -4.73246
  -3.83277
  -4.28033
  -5.45010
  -4.69234
  -4.29107
  -4.55457
  -2.74816
  -4.54586
  -4.13711
  -3.07322
  -5.17311
  -4.26156
  -2.23481
  -3.58036
Metropolis acceptance rate for gamma = 0.25440



MCMCoprobit iteration 710001 of 1050000 
beta = 
   4.23775
   0.94838
   3.72776
  -0.11505
   1.56153
   2.45075
   1.02155
  -0.83481
   2.02660
   1.88706
   0.40881
   1.83774
  -0.33505
   0.57876
   1.09741
   1.95402
   1.73072
  -0.56981
   0.04416
   0.66543
   1.01926
   1.96880
   2.91614
   0.53081
  -3.32228
  -2.42573
  -3.30800
  -3.54630
  -1.69447
  -2.39624
  -3.62520
  -3.50847
  -4.42437
  -3.82695
  -3.55486
  -4.27180
  -5.05528
  -4.32197
  -3.28663
  -4.47489
  -2.81696
  -3.79472
  -3.65706
  -2.44123
  -4.30787
  -3.42196
  -1.90135
  -3.63580
Metropolis acceptance rate for gamma = 0.25438



MCMCoprobit iteration 720001 of 1050000 
beta = 
   4.76253
   0.51900
   3.96866
  -0.62393
   1.68967
   1.70036
   0.65183
  -0.99917
   1.23637
   2.29321
   0.13020
   2.00124
  -0.40929
   0.54116
   1.17483
   1.91937
   1.35768
  -1.08807
   0.13219
   0.18833
   0.53314
   1.76650
   2.63874
   0.95223
  -3.92256
  -3.29353
  -3.65902
  -3.89511
  -1.52649
  -3.17355
  -4.54006
  -3.68399
  -4.76584
  -4.60397
  -3.89519
  -4.52964
  -5.74084
  -4.81281
  -3.86657
  -4.85883
  -2.81136
  -4.83410
  -4.13486
  -2.79531
  -4.47504
  -4.10586
  -1.60169
  -3.97227
Metropolis acceptance rate for gamma = 0.25436



MCMCoprobit iteration 730001 of 1050000 
beta = 
   4.79415
   0.42383
   3.44948
  -0.74225
   1.58448
   1.90302
   0.37369
  -1.30141
   1.18205
   1.87372
  -0.39857
   1.84496
  -0.59782
   0.46990
   0.81765
   1.81293
   1.25811
  -0.89670
  -0.68419
   0.27472
   0.80343
   1.62827
   2.51201
   0.10674
  -3.82642
  -3.16361
  -3.92556
  -4.40528
  -2.36143
  -3.34777
  -4.15681
  -3.68815
  -4.87195
  -4.74908
  -3.63812
  -4.69814
  -5.55485
  -4.37749
  -4.24064
  -4.86639
  -3.05483
  -4.30771
  -4.05300
  -3.11294
  -4.60344
  -4.11641
  -2.49964
  -3.72374
Metropolis acceptance rate for gamma = 0.25434



MCMCoprobit iteration 740001 of 1050000 
beta = 
   5.39225
  -0.13737
   3.16383
  -1.06278
   0.88778
   1.59223
   0.37497
  -1.30188
   1.19714
   1.57471
  -0.30490
   1.40319
  -0.61590
  -0.61207
   0.77799
   1.04145
   1.15403
  -1.61972
  -0.58653
  -0.63017
   0.18726
   1.13843
   1.97609
   0.29997
  -4.98930
  -4.00878
  -4.65017
  -4.58358
  -2.48274
  -3.31217
  -5.61047
  -4.19074
  -5.57223
  -4.53142
  -4.58604
  -5.15320
  -5.69581
  -5.47255
  -4.56803
  -5.69960
  -3.40863
  -5.70491
  -4.73534
  -4.40237
  -5.11158
  -4.57322
  -2.66806
  -4.52712
Metropolis acceptance rate for gamma = 0.25431



MCMCoprobit iteration 750001 of 1050000 
beta = 
   4.71062
   0.35462
   3.50420
  -0.67729
   1.24510
   2.18316
   0.67738
  -0.67909
   1.23138
   1.84478
  -0.64024
   1.34210
  -0.30754
   0.54330
   1.11407
   1.50336
   1.61936
  -0.47410
  -0.14248
   0.05146
   0.61165
   1.16965
   2.65783
   0.45700
  -4.07431
  -2.70461
  -4.04052
  -3.66626
  -1.38093
  -2.86983
  -4.75616
  -3.87302
  -4.73852
  -4.42911
  -3.62046
  -5.07617
  -5.12480
  -4.70892
  -4.36708
  -4.93208
  -2.69298
  -4.55246
  -3.90113
  -3.05023
  -5.33503
  -4.05071
  -2.19709
  -4.38155
Metropolis acceptance rate for gamma = 0.25433



MCMCoprobit iteration 760001 of 1050000 
beta = 
   5.20234
  -0.04516
   3.53533
  -1.03112
   1.35406
   1.45427
   0.77583
  -1.39020
   1.11021
   1.69828
  -0.63372
   1.39412
  -0.30364
  -0.02708
   0.53576
   1.85679
   0.87785
  -1.05854
  -0.22590
  -0.20640
   0.48474
   1.57190
   2.24628
   0.48972
  -4.03666
  -3.34425
  -3.75801
  -4.54920
  -1.84775
  -3.50782
  -5.05225
  -3.80674
  -5.43346
  -4.37778
  -4.26961
  -4.23450
  -5.74204
  -5.36320
  -4.51821
  -5.41533
  -3.33731
  -4.79961
  -4.35341
  -3.67829
  -5.69256
  -4.72359
  -2.52359
  -4.64199
Metropolis acceptance rate for gamma = 0.25431



MCMCoprobit iteration 770001 of 1050000 
beta = 
   5.00761
   0.39449
   3.67451
  -0.62210
   1.68693
   1.26092
   0.81539
  -0.96298
   1.31812
   1.84221
   0.35221
   1.65845
  -0.15114
   0.55727
   1.00829
   2.01644
   1.64741
  -0.96895
  -0.37030
   0.10879
   0.55197
   1.47354
   2.72008
   0.66092
  -4.10813
  -2.96413
  -3.79326
  -4.12266
  -1.60983
  -2.92441
  -4.63318
  -4.40695
  -5.25448
  -4.62195
  -4.28241
  -4.26152
  -5.86581
  -5.54761
  -4.43336
  -5.05617
  -3.62339
  -4.50601
  -4.36280
  -3.11903
  -4.97873
  -4.02465
  -2.05719
  -4.40019
Metropolis acceptance rate for gamma = 0.25433



MCMCoprobit iteration 780001 of 1050000 
beta = 
   4.75835
   0.29557
   3.83898
  -0.79163
   1.45985
   2.02848
   0.84745
  -0.57560
   1.15025
   1.80429
   0.16519
   1.66457
  -0.17927
   0.24402
   0.92590
   1.97733
   1.49635
  -0.50017
  -0.24407
  -0.29949
   0.93883
   2.18280
   2.67639
   0.49413
  -3.76385
  -3.28162
  -3.97271
  -4.12988
  -1.82809
  -2.37879
  -4.49437
  -4.36114
  -4.73329
  -4.49096
  -4.21675
  -4.66918
  -5.36831
  -4.64573
  -4.00108
  -4.98112
  -2.35118
  -4.26667
  -3.97635
  -2.97311
  -5.09454
  -4.44975
  -2.30345
  -3.81304
Metropolis acceptance rate for gamma = 0.25423



MCMCoprobit iteration 790001 of 1050000 
beta = 
   4.79931
   0.62696
   3.29611
  -0.45984
   1.26025
   2.10165
   0.95604
  -0.82970
   1.71971
   1.92092
   0.00809
   1.13611
  -0.85559
   0.02390
   1.02303
   1.48737
   1.42632
  -0.70291
  -0.10876
  -0.29007
   0.88357
   1.48857
   2.77377
   0.87164
  -3.98184
  -3.12428
  -3.52891
  -3.92296
  -1.90683
  -2.89760
  -4.54144
  -4.36360
  -4.89203
  -5.04365
  -4.29506
  -4.31828
  -5.57643
  -4.87222
  -4.10116
  -4.75974
  -3.00069
  -4.72132
  -4.51330
  -2.80720
  -4.58535
  -4.06524
  -2.32242
  -4.29870
Metropolis acceptance rate for gamma = 0.25419



MCMCoprobit iteration 800001 of 1050000 
beta = 
   5.02100
   0.05200
   3.29530
  -1.17012
   1.02161
   1.07070
   0.34102
  -1.45284
   1.05131
   1.38275
  -0.70671
   1.60990
  -0.94329
  -0.18392
   1.04445
   1.25869
   0.73925
  -1.25179
  -0.52407
  -0.47336
   0.44900
   1.62741
   2.40962
   0.29336
  -4.30848
  -3.63415
  -4.77827
  -4.12125
  -2.45003
  -2.83747
  -4.46476
  -3.78909
  -4.98500
  -4.16407
  -4.19871
  -4.56944
  -6.71620
  -4.97655
  -4.43074
  -4.59781
  -2.92285
  -5.01962
  -4.74814
  -3.32334
  -4.52344
  -4.19402
  -2.49144
  -4.41320
Metropolis acceptance rate for gamma = 0.25406



MCMCoprobit iteration 810001 of 1050000 
beta = 
   4.72348
   0.52534
   3.52419
  -0.44767
   1.26041
   1.72225
   0.67860
  -0.98795
   1.09694
   1.57436
  -0.45925
   1.24364
  -0.57822
  -0.01877
   0.99774
   1.61300
   1.18127
  -0.81120
  -0.21917
  -0.41583
   0.54488
   1.64510
   2.60855
   0.61285
  -4.21293
  -3.20273
  -4.35988
  -4.06981
  -2.36347
  -3.28753
  -4.06479
  -3.56420
  -5.03282
  -4.52754
  -4.00142
  -4.36503
  -5.42165
  -4.84257
  -3.72497
  -4.71022
  -2.98098
  -4.54919
  -4.71086
  -3.03883
  -4.51662
  -3.88338
  -2.16935
  -4.06166
Metropolis acceptance rate for gamma = 0.25412



MCMCoprobit iteration 820001 of 1050000 
beta = 
   4.85084
   0.16288
   3.25564
  -0.81723
   0.88599
   1.71614
   0.72159
  -0.91529
   1.09837
   2.00068
  -0.21705
   1.05520
  -0.17738
   0.11751
   0.82396
   1.42113
   1.47765
  -0.53509
  -0.88412
  -0.00619
   0.50212
   1.52314
   2.21310
   0.71287
  -3.79623
  -3.16732
  -4.46513
  -3.90271
  -1.80297
  -2.74444
  -5.01518
  -3.58668
  -5.10262
  -4.23684
  -4.15298
  -4.28121
  -5.06356
  -4.63633
  -4.76986
  -4.73127
  -3.25218
  -4.59895
  -4.37016
  -2.94380
  -4.75932
  -4.23941
  -2.49352
  -4.43638
Metropolis acceptance rate for gamma = 0.25401



MCMCoprobit iteration 830001 of 1050000 
beta = 
   5.37305
   0.22588
   2.98886
  -0.84970
   1.13756
   1.54245
   0.44228
  -1.23225
   1.09922
   1.63976
  -0.54216
   1.26308
  -0.58333
  -0.18574
   0.69719
   1.36556
   0.99143
  -1.18771
  -0.71703
  -0.17895
   0.34622
   1.43222
   2.08919
   0.26389
  -4.35801
  -3.10473
  -4.24153
  -4.57276
  -2.13758
  -3.23959
  -4.71467
  -4.24511
  -5.61306
  -4.94656
  -4.39819
  -4.53247
  -6.57230
  -5.00420
  -4.56897
  -5.70033
  -3.79303
  -5.55192
  -4.77645
  -3.41362
  -5.66775
  -4.28442
  -2.38064
  -4.71796
Metropolis acceptance rate for gamma = 0.25402



MCMCoprobit iteration 840001 of 1050000 
beta = 
   4.84736
   0.95276
   3.91970
  -0.53424
   1.37120
   2.14301
   0.35251
  -0.83957
   1.31119
   1.67184
  -0.01804
   1.32977
  -0.90354
   0.50972
   1.16468
   1.98353
   1.41330
  -0.84991
  -0.33840
   0.03259
   0.87716
   2.08727
   3.11380
   0.55640
  -3.76808
  -2.42782
  -4.17154
  -4.48648
  -1.90286
  -3.11346
  -4.59152
  -3.95848
  -4.70329
  -4.52085
  -3.91327
  -4.76349
  -5.19853
  -4.86058
  -4.24384
  -5.19495
  -3.26611
  -4.34321
  -4.02067
  -2.49723
  -4.80667
  -3.82983
  -2.52561
  -4.22224
Metropolis acceptance rate for gamma = 0.25397



MCMCoprobit iteration 850001 of 1050000 
beta = 
   4.64275
   0.70302
   3.69653
  -0.28648
   1.70915
   2.01571
   0.76085
  -1.41042
   1.53410
   1.85295
  -0.33145
   1.24007
  -0.13084
   0.17301
   0.82951
   1.93456
   1.23691
  -1.08022
  -0.35055
  -0.09264
   0.51816
   1.89606
   2.77672
   1.00261
  -3.69368
  -3.03184
  -4.04605
  -3.77192
  -1.59199
  -2.73324
  -4.73480
  -4.11584
  -4.68238
  -3.88730
  -3.94797
  -4.28299
  -5.18390
  -4.72869
  -4.40710
  -4.75154
  -2.92213
  -4.73702
  -4.03446
  -2.81369
  -4.76416
  -3.93527
  -2.34949
  -4.34293
Metropolis acceptance rate for gamma = 0.25394



MCMCoprobit iteration 860001 of 1050000 
beta = 
   4.86339
   0.57363
   3.31303
  -0.80869
   1.19917
   1.62062
   0.66154
  -0.60082
   0.80173
   1.69332
  -0.48937
   1.49827
  -0.58870
   0.49905
   1.04562
   1.70138
   1.15952
  -0.82464
  -0.35152
  -0.35320
   0.43650
   1.89203
   2.64265
   0.92203
  -3.96104
  -3.40275
  -4.42800
  -4.18320
  -2.38201
  -2.90276
  -4.72092
  -4.02839
  -4.66952
  -4.90199
  -3.85004
  -4.13382
  -5.50213
  -4.88691
  -4.67548
  -5.49974
  -2.87316
  -4.66728
  -4.40365
  -3.45904
  -4.78026
  -4.13377
  -2.26882
  -4.13470
Metropolis acceptance rate for gamma = 0.25389



MCMCoprobit iteration 870001 of 1050000 
beta = 
   5.09222
  -0.00160
   3.76251
  -1.05162
   1.02984
   1.95040
   0.39286
  -0.80391
   1.12605
   1.72831
  -0.32877
   0.71084
  -0.69780
  -0.16237
   0.44070
   1.19642
   0.87127
  -0.90541
  -0.38097
  -0.66359
   0.06112
   1.53933
   2.86799
   0.09854
  -3.57343
  -3.38149
  -4.24798
  -4.28417
  -1.71669
  -3.41868
  -4.84499
  -4.04598
  -4.95051
  -4.51459
  -4.25791
  -4.54381
  -6.04901
  -5.09533
  -4.29400
  -5.40879
  -3.06023
  -4.97887
  -4.57119
  -3.12178
  -4.73810
  -4.63333
  -2.50225
  -4.26188
Metropolis acceptance rate for gamma = 0.25383



MCMCoprobit iteration 880001 of 1050000 
beta = 
   4.97359
   0.34612
   4.20960
  -0.84064
   1.28222
   1.91749
   1.08222
  -1.49824
   1.60466
   1.89958
  -0.01782
   1.20247
  -0.74417
   0.46071
   1.19949
   1.14303
   1.52226
  -0.68785
  -0.40498
  -0.15479
   0.63703
   1.69130
   2.46743
   0.68975
  -3.71194
  -3.33177
  -3.93176
  -4.35951
  -1.87750
  -2.84360
  -4.79162
  -4.00570
  -5.11515
  -4.71183
  -4.31263
  -4.30440
  -5.99138
  -4.80013
  -4.64894
  -4.99471
  -3.01475
  -4.27276
  -4.38920
  -3.39153
  -4.60060
  -4.13467
  -2.38024
  -4.66094
Metropolis acceptance rate for gamma = 0.25381



MCMCoprobit iteration 890001 of 1050000 
beta = 
   4.66566
   0.73342
   3.46168
  -0.59829
   1.74431
   2.16219
   0.58806
  -0.71487
   1.65892
   2.08229
  -0.58118
   1.27570
  -0.57111
   0.17460
   0.85884
   1.37488
   1.48455
  -1.13926
  -0.20110
  -0.27682
   0.47914
   1.94189
   3.04525
   0.25486
  -3.85528
  -3.31075
  -4.05034
  -3.80706
  -2.46495
  -2.52308
  -4.99365
  -3.71019
  -4.22175
  -4.12887
  -3.64169
  -4.47880
  -5.24908
  -4.56135
  -3.92494
  -5.22339
  -3.38804
  -4.04602
  -3.74565
  -2.82592
  -4.56806
  -4.01195
  -2.48202
  -3.55215
Metropolis acceptance rate for gamma = 0.25387



MCMCoprobit iteration 900001 of 1050000 
beta = 
   4.65815
   0.29286
   4.16352
  -0.15361
   1.50907
   1.88747
   0.83682
  -1.37487
   1.30503
   1.64425
   0.14778
   1.52522
  -0.75047
   0.71721
   1.11469
   1.74985
   1.67822
  -0.78148
  -0.40495
  -0.07214
   0.36833
   1.46452
   2.77186
   0.53396
  -4.09123
  -3.57720
  -3.81600
  -3.71461
  -2.09516
  -2.93507
  -4.64749
  -3.73195
  -4.64539
  -4.01237
  -3.78653
  -4.43765
  -5.16322
  -4.77567
  -4.40617
  -4.94039
  -3.33584
  -4.49919
  -4.15795
  -3.25100
  -4.64538
  -3.75849
  -2.32095
  -3.95427
Metropolis acceptance rate for gamma = 0.25390



MCMCoprobit iteration 910001 of 1050000 
beta = 
   4.40514
   0.52034
   4.28600
  -0.66251
   1.21603
   2.10117
   1.30906
  -0.74039
   1.69172
   2.11315
  -0.01695
   1.54891
  -0.85724
   0.58495
   1.15364
   2.33323
   1.33654
  -0.91706
   0.38300
   0.08033
   0.55115
   2.50729
   2.93627
   0.59511
  -3.49319
  -3.10511
  -3.76784
  -3.76654
  -1.78896
  -2.54550
  -4.13295
  -3.28614
  -4.59250
  -3.93274
  -3.74141
  -3.76711
  -4.92588
  -4.53532
  -3.65316
  -4.61868
  -2.41854
  -3.95418
  -4.04407
  -2.78935
  -4.81215
  -3.63443
  -1.58914
  -3.71893
Metropolis acceptance rate for gamma = 0.25386



MCMCoprobit iteration 920001 of 1050000 
beta = 
   4.62873
   0.84810
   4.18280
  -0.08061
   1.48048
   1.57810
   0.68058
  -0.16370
   1.36450
   2.15906
   0.00618
   1.20650
  -0.32931
   0.50326
   0.93787
   1.74149
   1.85718
  -0.87048
  -0.45786
   0.16076
   0.82655
   1.63558
   2.59337
   0.67344
  -3.43398
  -2.98575
  -3.95343
  -3.90192
  -1.66270
  -2.30777
  -3.43756
  -3.39947
  -4.67803
  -4.40956
  -3.86425
  -4.22324
  -5.63693
  -4.64077
  -4.32192
  -5.22822
  -2.62859
  -4.40553
  -3.55130
  -2.60450
  -4.53446
  -4.11314
  -1.74500
  -4.11325
Metropolis acceptance rate for gamma = 0.25379



MCMCoprobit iteration 930001 of 1050000 
beta = 
   4.48655
   0.86630
   4.73285
  -0.22287
   1.93371
   2.82029
   1.30173
  -0.24667
   1.65550
   2.03959
   0.60576
   2.39096
  -0.51588
   0.71011
   1.45079
   2.17654
   1.96860
  -0.48678
  -0.10478
   0.05690
   1.49651
   2.23266
   3.32246
   0.94897
  -3.24899
  -2.95456
  -3.97909
  -3.91968
  -1.31642
  -2.98073
  -4.49489
  -3.46875
  -4.96298
  -3.92089
  -3.67077
  -4.33804
  -5.37193
  -4.22546
  -4.35198
  -4.43172
  -2.49590
  -4.08793
  -3.66082
  -2.70294
  -4.39028
  -3.58490
  -1.74964
  -3.51868
Metropolis acceptance rate for gamma = 0.25381



MCMCoprobit iteration 940001 of 1050000 
beta = 
   5.05388
   0.15647
   3.00927
  -0.94730
   0.91848
   1.22973
   0.47074
  -0.91444
   0.84246
   1.15061
  -0.55831
   1.33463
  -0.98321
  -0.07994
   0.79771
   1.41825
   0.96304
  -1.10530
  -0.67989
  -0.39532
   0.55622
   1.51009
   2.39337
   0.45079
  -4.35093
  -3.20457
  -4.05024
  -4.23388
  -2.09171
  -3.20294
  -4.79430
  -3.58094
  -5.28281
  -4.97025
  -4.22855
  -4.78058
  -5.90684
  -5.28627
  -4.37759
  -5.16614
  -3.50183
  -5.07206
  -4.63722
  -3.20987
  -5.09563
  -4.37600
  -2.56770
  -4.59640
Metropolis acceptance rate for gamma = 0.25378



MCMCoprobit iteration 950001 of 1050000 
beta = 
   4.91908
   0.19709
   3.61815
  -0.55879
   1.09752
   1.62944
   0.44766
  -0.77394
   1.14919
   1.44773
   0.00330
   1.50291
  -0.68001
  -0.10111
   0.91687
   1.27881
   1.32217
  -1.19276
  -0.33415
  -0.04540
   0.28353
   0.90141
   2.63404
   0.51691
  -4.30670
  -3.13137
  -3.79595
  -4.57185
  -1.77146
  -3.26515
  -5.23169
  -4.04866
  -5.12170
  -4.48791
  -4.10157
  -4.40553
  -5.70459
  -4.81824
  -4.18889
  -5.23384
  -3.20466
  -4.52041
  -3.98855
  -3.09963
  -4.66647
  -4.23280
  -2.34241
  -4.21913
Metropolis acceptance rate for gamma = 0.25372



MCMCoprobit iteration 960001 of 1050000 
beta = 
   4.65438
   0.08467
   3.73583
  -1.02664
   1.53196
   1.69657
   0.44311
  -1.08262
   1.11799
   1.62048
  -0.54372
   1.52832
  -0.42908
   0.17593
   0.67277
   1.64782
   1.26922
  -0.88466
  -0.34984
  -0.39009
   0.89352
   1.74898
   2.26572
   0.31797
  -4.08313
  -3.56228
  -3.85253
  -3.73526
  -1.98655
  -2.64882
  -4.80579
  -3.54941
  -4.47666
  -4.01200
  -3.56790
  -4.16654
  -4.97820
  -5.03496
  -4.51302
  -5.01455
  -3.03376
  -4.38709
  -4.17805
  -2.87421
  -4.63293
  -3.57762
  -2.10025
  -4.25490
Metropolis acceptance rate for gamma = 0.25363



MCMCoprobit iteration 970001 of 1050000 
beta = 
   5.03040
   0.35685
   3.12227
  -0.66849
   1.42297
   1.62451
   0.63258
  -1.25373
   1.37044
   1.91396
  -0.07598
   1.16990
  -0.31526
   0.04169
   1.18722
   1.61013
   1.27709
  -1.12595
  -0.61415
  -0.08400
   0.25659
   1.64125
   2.30232
   0.51269
  -4.07377
  -3.62663
  -4.42594
  -4.27633
  -2.28122
  -3.35722
  -5.08181
  -3.92053
  -5.17613
  -4.78768
  -4.44080
  -3.74799
  -5.65046
  -5.12565
  -4.71575
  -4.94475
  -3.26831
  -4.85307
  -4.43028
  -3.47947
  -5.25084
  -4.49083
  -2.65255
  -4.54829
Metropolis acceptance rate for gamma = 0.25357



MCMCoprobit iteration 980001 of 1050000 
beta = 
   5.03136
   0.40573
   3.96410
  -0.44788
   1.19912
   1.67869
   0.46873
  -0.58635
   1.69172
   1.85511
  -0.09771
   1.38635
  -0.78601
   0.46879
   0.98033
   1.62146
   0.88073
  -0.79171
  -0.36630
  -0.18437
   0.59556
   1.66246
   3.01546
   0.70520
  -3.91412
  -3.58329
  -4.31033
  -4.21486
  -1.91333
  -3.35024
  -4.95733
  -3.90334
  -4.85576
  -4.23137
  -4.58970
  -4.57722
  -5.90289
  -4.75750
  -4.51932
  -4.83766
  -3.76261
  -4.73392
  -4.46359
  -3.57162
  -4.99903
  -4.12802
  -2.40027
  -4.11292
Metropolis acceptance rate for gamma = 0.25355



MCMCoprobit iteration 990001 of 1050000 
beta = 
   4.56678
   0.16538
   3.91545
  -0.45783
   1.76746
   1.72759
   1.03755
  -0.82823
   1.20459
   2.12641
   0.20947
   1.58131
  -0.42857
   0.67908
   1.16231
   1.91752
   1.82968
  -0.81237
  -0.04656
   0.17263
   0.79452
   2.16199
   2.77452
   1.16984
  -3.97576
  -3.21291
  -3.84214
  -3.83854
  -1.42295
  -3.08636
  -3.93887
  -3.83413
  -4.54014
  -4.10115
  -4.02288
  -3.93134
  -4.87567
  -4.86470
  -3.78685
  -4.30332
  -2.74623
  -4.62902
  -4.26909
  -2.89802
  -5.37869
  -3.92927
  -2.22163
  -3.72522
Metropolis acceptance rate for gamma = 0.25353



MCMCoprobit iteration 1000001 of 1050000 
beta = 
   5.05556
   0.30069
   2.93564
  -0.61714
   0.96148
   1.60415
   0.65359
  -1.29132
   1.62554
   1.63274
  -0.13455
   1.21909
  -0.73938
   0.16604
   0.94629
   1.17025
   1.34162
  -0.97885
  -0.48240
  -0.30054
   0.60588
   1.32366
   2.80861
  -0.07355
  -4.03208
  -3.20339
  -4.31689
  -4.39461
  -1.86801
  -2.85618
  -4.99577
  -4.02298
  -5.58301
  -4.15512
  -4.35669
  -4.66124
  -6.05505
  -4.93499
  -4.74579
  -4.96643
  -3.29386
  -4.48325
  -4.61154
  -3.12691
  -5.32265
  -4.22918
  -2.35125
  -4.09646
Metropolis acceptance rate for gamma = 0.25351



MCMCoprobit iteration 1010001 of 1050000 
beta = 
   5.37131
   0.44943
   3.68366
  -0.56713
   1.02378
   1.84543
   0.32409
  -1.41946
   0.72602
   2.00382
  -0.95831
   1.02627
  -0.76628
   0.11149
   0.60302
   1.28862
   0.68209
  -1.61985
  -0.79725
  -0.69569
   0.59819
   1.09533
   2.26036
   0.43134
  -3.90283
  -3.81393
  -4.54218
  -4.50320
  -2.61524
  -2.97853
  -5.18774
  -4.65749
  -5.60356
  -4.67408
  -4.79111
  -4.88789
  -6.09317
  -5.39478
  -4.99616
  -5.16040
  -3.74764
  -5.24398
  -4.64303
  -3.50737
  -5.02625
  -4.62212
  -2.67428
  -5.06680
Metropolis acceptance rate for gamma = 0.25347



MCMCoprobit iteration 1020001 of 1050000 
beta = 
   4.74637
   0.46816
   4.15358
  -0.70226
   0.79828
   2.26783
   0.49840
  -0.71128
   1.44935
   1.78294
  -0.42244
   1.21543
  -0.53334
   0.60773
   0.79795
   1.52188
   1.15266
  -0.64832
  -0.33194
   0.48393
   0.40768
   1.64766
   2.51220
   0.39432
  -3.60555
  -3.12075
  -4.21262
  -4.24068
  -1.35509
  -2.68713
  -4.51652
  -3.73838
  -4.56383
  -4.23204
  -4.34060
  -4.79981
  -5.53773
  -4.72131
  -4.08757
  -4.94566
  -3.13153
  -4.53538
  -4.34310
  -3.08694
  -4.54870
  -3.74824
  -2.06948
  -4.14447
Metropolis acceptance rate for gamma = 0.25350



MCMCoprobit iteration 1030001 of 1050000 
beta = 
   5.13495
   0.10889
   3.43888
  -0.84260
   1.30733
   1.61729
   0.49588
  -1.40700
   0.75448
   1.93950
  -0.72698
   1.40317
  -0.42935
   0.07844
   0.53944
   1.12281
   0.94635
  -1.15848
  -0.30333
  -0.14121
   0.30907
   1.18004
   2.80991
   0.54217
  -4.11157
  -3.77423
  -4.33533
  -4.41624
  -2.31867
  -3.16276
  -4.63081
  -3.93977
  -5.18191
  -4.97796
  -4.08945
  -4.91527
  -5.55898
  -4.97794
  -5.04238
  -5.12925
  -2.87092
  -5.18707
  -4.69977
  -3.18531
  -5.62454
  -4.18609
  -2.67975
  -4.32711
Metropolis acceptance rate for gamma = 0.25354



MCMCoprobit iteration 1040001 of 1050000 
beta = 
   5.08231
  -0.13129
   3.37363
  -1.01017
   0.93297
   1.30627
   0.85817
  -1.58522
   1.00408
   1.97436
  -0.48172
   1.31456
  -0.79596
  -0.25538
   0.69366
   1.77853
   1.00707
  -1.10878
  -0.35882
   0.18688
   0.81135
   0.83404
   2.18957
  -0.11749
  -4.80236
  -3.33606
  -3.79614
  -4.62039
  -2.40182
  -3.17003
  -5.39129
  -4.47534
  -5.36727
  -4.62147
  -4.17771
  -4.94554
  -6.03305
  -4.83467
  -4.46000
  -5.23992
  -3.23629
  -4.94481
  -4.71854
  -2.89668
  -5.19566
  -4.54739
  -2.40154
  -4.61113
Metropolis acceptance rate for gamma = 0.25350



@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
The Metropolis acceptance rate for beta was 0.25342
@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
> 
> 
> save(b3.M2.out, file="MM3.2.b3.M2.out.Rda")
> 
> proc.time()
    user   system  elapsed 
1151.734    5.359 1386.912 
